Identifying control factors of hydrological behavior through catchment classification in Mainland of China

IF 5.9 1区 地球科学 Q1 ENGINEERING, CIVIL
Huan Xu , Hao Wang , Pan Liu
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Abstract

Catchment classification based on hydrological similarity helps to understand the control factors of hydrological behavior. However, the relationship between hydrological behavior and its influencing factors has been unclear in Mainland of China because long-term and widely-distributed flow data is unavailable. Thus, this study intends to identify control factors of hydrological behavior in China’s basins by using classification. Gauged basins are clustered into several classes using the fuzzy c-means method based on flow signatures, which quantify catchment hydrological behavior. The classification and regression tree is employed to learn from cluster results and then obtain classes of basins without observed flow. Correlation methods are used to analyze the influence of basin signatures on flow signatures, while the difference significance test is applied to the hydrological behavior diversity between clusters from classification and regression tree. Results show that China’s basins are divided into five clusters, with low flow signatures more distinguishing classes than high flow signatures. It confirms that climate factors dominate hydrological behavior. However, soil is also an important control factor found in this study, which is rare in others. These findings help to understand hydrological behavior in China and reveal its control factors.
通过流域分类确定中国大陆水文行为的控制因素
基于水文相似性的流域分类有助于了解水文行为的控制因素。然而,在中国大陆,由于缺乏长期和广泛分布的流量数据,水文行为与其影响因素之间的关系尚不明确。因此,本研究拟采用分类法确定中国流域水文行为的控制因素。利用基于流量特征的模糊 c-means 方法将测流流域聚类为若干类,从而量化流域水文行为。利用分类和回归树从聚类结果中学习,然后得出无观测流量流域的类别。相关性方法用于分析流域特征对流量特征的影响,而差异显著性检验则用于分析分类和回归树中聚类之间的水文行为多样性。结果表明,中国的流域被划分为 5 个群组,低流量特征比高流量特征更能区分等级。这证明气候因素在水文行为中占主导地位。然而,本研究发现土壤也是一个重要的控制因素,这在其他研究中并不多见。这些发现有助于理解中国的水文行为并揭示其控制因素。
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来源期刊
Journal of Hydrology
Journal of Hydrology 地学-地球科学综合
CiteScore
11.00
自引率
12.50%
发文量
1309
审稿时长
7.5 months
期刊介绍: The Journal of Hydrology publishes original research papers and comprehensive reviews in all the subfields of the hydrological sciences including water based management and policy issues that impact on economics and society. These comprise, but are not limited to the physical, chemical, biogeochemical, stochastic and systems aspects of surface and groundwater hydrology, hydrometeorology and hydrogeology. Relevant topics incorporating the insights and methodologies of disciplines such as climatology, water resource systems, hydraulics, agrohydrology, geomorphology, soil science, instrumentation and remote sensing, civil and environmental engineering are included. Social science perspectives on hydrological problems such as resource and ecological economics, environmental sociology, psychology and behavioural science, management and policy analysis are also invited. Multi-and interdisciplinary analyses of hydrological problems are within scope. The science published in the Journal of Hydrology is relevant to catchment scales rather than exclusively to a local scale or site.
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